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Gradient Episodic Memory for Continual Learning

26 June 2017

Papers citing "Gradient Episodic Memory for Continual Learning"

50 / 1,594 papers shown

Title
Towards Regression-Free Neural Networks for Diverse Compute Platforms Rahul Duggal Hao Zhou Shuo Yang Jun Fang Yuanjun Xiong Wei Xia UQCV 79 1 0 27 Sep 2022
Exploring Example Influence in Continual Learning Q. Sun Fan Lyu Fanhua Shang Wei Feng Liang Wan CLL 126 49 0 25 Sep 2022
Optimizing Class Distribution in Memory for Multi-Label Online Continual Learning Yanyan Liang Wu-Jun Li CLL 64 9 0 23 Sep 2022
Improving Replay-Based Continual Semantic Segmentation with Smart Data Selection Tobias Kalb Björn Mauthe Jürgen Beyerer CLL 64 13 0 20 Sep 2022
BOME! Bilevel Optimization Made Easy: A Simple First-Order Approach Mao Ye B. Liu S. Wright Peter Stone Qian Liu 118 90 0 19 Sep 2022
Learn the Time to Learn: Replay Scheduling in Continual Learning Marcus Klasson Hedvig Kjellström Chen Zhang CLL 88 9 0 18 Sep 2022
Continual Learning with Dependency Preserving Hypernetworks Dupati Srikar Chandra Sakshi Varshney P. K. Srijith Sunil R. Gupta CLL 118 7 0 16 Sep 2022
Forgetting to Remember: A Scalable Incremental Learning Framework for Cross-Task Blind Image Quality Assessment Rui Ma Qingbo Wu K. Ngan Hongliang Li Fanman Meng Linfeng Xu CLL 92 15 0 15 Sep 2022
Concealing Sensitive Samples against Gradient Leakage in Federated Learning Jing Wu Munawar Hayat Min Zhou Mehrtash Harandi FedML 56 11 0 13 Sep 2022
Exploring Domain Incremental Video Highlights Detection with the LiveFood Benchmark Sen Pei Shixiong Xu Xiaojie Jin 38 0 0 12 Sep 2022
Online Continual Learning via the Meta-learning Update with Multi-scale Knowledge Distillation and Data Augmentation Ya-nan Han Jian Liu KELM CLL 98 10 0 12 Sep 2022
Continual Learning for Pose-Agnostic Object Recognition in 3D Point Clouds Xihao Wang Xian Wei 3DPC 118 5 0 11 Sep 2022
Selecting Related Knowledge via Efficient Channel Attention for Online Continual Learning Ya-nan Han Jian Liu CLL 52 0 0 09 Sep 2022
Class-Incremental Learning via Knowledge Amalgamation Marcus Vinícius de Carvalho Mahardhika Pratama Jie Zhang Yajuan San CLL 67 8 0 05 Sep 2022
Scalable Adversarial Online Continual Learning T. Dam Mahardhika Pratama Md Meftahul Ferdaus S. Anavatti Hussein Abbas CLL 86 3 0 04 Sep 2022
Reinforced Continual Learning for Graphs Appan Rakaraddi Siew-Kei Lam Mahardhika Pratama Marcus Vinícius de Carvalho CLL 128 25 0 04 Sep 2022
Meta-Learning with Less Forgetting on Large-Scale Non-Stationary Task Distributions Zhenyi Wang Li Shen Le Fang Qiuling Suo Dongling Zhan Tiehang Duan Mingchen Gao OOD CLL 64 16 0 03 Sep 2022
Future Gradient Descent for Adapting the Temporal Shifting Data Distribution in Online Recommendation Systems Mao Ye Ruichen Jiang Haoxiang Wang Dhruv Choudhary Xiaocong Du Bhargav Bhushanam Aryan Mokhtari A. Kejariwal Qiang Liu TTA OOD AI4TS 82 8 0 02 Sep 2022
Less is More: Rethinking State-of-the-art Continual Relation Extraction Models with a Frustratingly Easy but Effective Approach Peiyi Wang Yifan Song Tianyu Liu Rundong Gao Binghuai Lin Yunbo Cao Zhifang Sui 68 10 0 01 Sep 2022
BioSLAM: A Bio-inspired Lifelong Memory System for General Place Recognition Peng Yin Abulikemu Abuduweili Shiqi Zhao Changliu Liu Sebastian Scherer CLL 79 14 0 30 Aug 2022
Beyond Supervised Continual Learning: a Review Benedikt Bagus A. Gepperth Timothée Lesort BDL CLL 83 10 0 30 Aug 2022
Anti-Retroactive Interference for Lifelong Learning Runqi Wang Yuxiang Bao Baochang Zhang Jianzhuang Liu Wentao Zhu Guodong Guo KELM CLL 68 21 0 27 Aug 2022
Expanding continual few-shot learning benchmarks to include recognition of specific instances Gideon Kowadlo Abdelrahman Ahmed Amir Mayan D. Rawlinson CLL 52 0 0 26 Aug 2022
Fix-A-Step: Semi-supervised Learning from Uncurated Unlabeled Data Zhe Huang Mary-Joy Sidhom B. Wessler M. C. Hughes 93 10 0 25 Aug 2022
Symbolic Replay: Scene Graph as Prompt for Continual Learning on VQA Task Stan Weixian Lei Difei Gao Jay Zhangjie Wu Yuxuan Wang Wei Liu Meng Zhang Mike Zheng Shou 71 38 0 24 Aug 2022
Lifelong Learning for Neural powered Mixed Integer Programming S. Manchanda Sayan Ranu CLL 91 1 0 24 Aug 2022
SCALE: Online Self-Supervised Lifelong Learning without Prior Knowledge Xiaofan Yu Yunhui Guo Sicun Gao Tajana Simunic CLL SSL 145 16 0 24 Aug 2022
Dataset Condensation with Latent Space Knowledge Factorization and Sharing Haebeom Lee Dong Bok Lee Sung Ju Hwang DD 71 39 0 21 Aug 2022
A Multi-Head Model for Continual Learning via Out-of-Distribution Replay Gyuhak Kim Zixuan Ke Bin Liu VLM CLL OODD 73 31 0 20 Aug 2022
DLCFT: Deep Linear Continual Fine-Tuning for General Incremental Learning Hyounguk Shon Janghyeon Lee Seungwook Kim Junmo Kim CLL 67 12 0 17 Aug 2022
A Theory for Knowledge Transfer in Continual Learning Diana Benavides-Prado Patricia J. Riddle CLL 75 14 0 14 Aug 2022
Confidence-Guided Learning Process for Continuous Classification of Time Series Chenxi Sun Moxian Song D. Cai B. Zhang linda Qiao Hongyan Li 41 6 0 14 Aug 2022
On the Limitations of Continual Learning for Malware Classification Mohammad Saidur Rahman Scott E. Coull M. Wright 52 17 0 13 Aug 2022
Patching open-vocabulary models by interpolating weights Gabriel Ilharco Mitchell Wortsman S. Gadre Shuran Song Hannaneh Hajishirzi Simon Kornblith Ali Farhadi Ludwig Schmidt VLM KELM 144 176 0 10 Aug 2022
Continual Machine Reading Comprehension via Uncertainty-aware Fixed Memory and Adversarial Domain Adaptation Zhijing Wu Hua Xu Jingliang Fang Kai Gao CLL 62 1 0 10 Aug 2022
Continual Prune-and-Select: Class-incremental learning with specialized subnetworks Aleksandr Dekhovich David Tax M. Sluiter Miguel A. Bessa CLL 70 21 0 09 Aug 2022
A Multi-label Continual Learning Framework to Scale Deep Learning Approaches for Packaging Equipment Monitoring Davide Dalle Pezze Denis Deronjic Chiara Masiero Diego Tosato A. Beghi Gian Antonio Susto CLL 78 10 0 08 Aug 2022
Class-Incremental Learning with Cross-Space Clustering and Controlled Transfer Arjun Ashok K. J. Joseph V. Balasubramanian CLL 61 29 0 07 Aug 2022
Continual Learning for Tumor Classification in Histopathology Images Veena Kaustaban Qinle Ba Ipshita Bhattacharya N. Sobh Satarupa Mukherjee James J. Martin Mohammad Saleh Miri Christoph Gütter Amal Chaturvedi OOD 72 7 0 07 Aug 2022
Centroids Matching: an efficient Continual Learning approach operating in the embedding space Jary Pomponi Simone Scardapane A. Uncini FedML CLL 130 1 0 03 Aug 2022
Latent Properties of Lifelong Learning Systems Corban G. Rivera C. Ashcraft Alexander New J. Schmidt Gautam K. Vallabha CLL 42 0 0 28 Jul 2022
Progressive Voronoi Diagram Subdivision: Towards A Holistic Geometric Framework for Exemplar-free Class-Incremental Learning Chunwei Ma Zhanghexuan Ji Ziyun Huang Yan Shen Mingchen Gao Jinhui Xu 99 1 0 28 Jul 2022
Lifelong DP: Consistently Bounded Differential Privacy in Lifelong Machine Learning Phung Lai Han Hu Nhathai Phan Ruoming Jin My T. Thai An M. Chen 64 2 0 26 Jul 2022
S-Prompts Learning with Pre-trained Transformers: An Occam's Razor for Domain Incremental Learning Yabin Wang Zhiwu Huang Xiaopeng Hong CLL VLM 130 226 0 26 Jul 2022
Balancing Stability and Plasticity through Advanced Null Space in Continual Learning Yajing Kong Liu Liu Zhen Wang Dacheng Tao CLL 60 38 0 25 Jul 2022
Online Continual Learning with Contrastive Vision Transformer Zhen Wang Liu Liu Yajing Kong Jiaxian Guo Dacheng Tao CLL 58 36 0 24 Jul 2022
AdaptCL: Adaptive Continual Learning for Tackling Heterogeneity in Sequential Datasets Yuqing Zhao Divya Saxena Jiannong Cao CLL 80 13 0 22 Jul 2022
Continual Variational Autoencoder Learning via Online Cooperative Memorization Fei Ye A. Bors CLL 95 17 0 20 Jul 2022
Rethinking Few-Shot Class-Incremental Learning with Open-Set Hypothesis in Hyperbolic Geometry Yawen Cui Zitong Yu Wei Peng Li Liu CLL 74 13 0 20 Jul 2022
Don't Stop Learning: Towards Continual Learning for the CLIP Model Yuxuan Ding Lingqiao Liu Chunna Tian Jingyuan Yang Haoxuan Ding CLL VLM KELM 82 55 0 19 Jul 2022